LLM API cost review: where your model spend goes, and a written plan to cut it

$290Fixed price, paid onceReport within 7 working days of your answers

Savings are estimates with the arithmetic shown. If we do not deliver what the page lists, you get a full refund.

AIGROW's LLM API cost review costs $290, paid once. From your usage exports and 20 to 50 of your own requests, we break your OpenAI, Anthropic or Google spend down by feature and model and write the changes that cut it. Each change carries an estimated monthly saving with the arithmetic, and cheaper models are tested on your requests first.

What the review does, and what it does not

A model API bill usually grows one feature at a time, and nobody sees which feature costs what. The review starts from your own usage and requests and ends with a list of changes, in the order to make them.

What it does

Breaks your spend down by feature and by model, from your provider usage exports and the features you list
Tests a smaller or cheaper model on your own sample requests and shows where its answers fall short
Finds where prompt caching applies and works out what it saves at the provider's own cache prices
Finds the work that can wait a few hours for the provider's batch processing, which the provider bills at half price
Finds long prompts, long outputs, retries and duplicate calls you can cut
Proposes routing between models where one feature serves both easy and hard requests
Writes an estimated monthly saving for each change, with the arithmetic and the provider page behind every price

What it does not do

It does not guarantee a saving. Every figure is an estimate from your past usage, and the report shows how we got it
It does not change your code or your provider settings. Your team makes the changes, in the order the report gives
It does not take a share of what you save. The price is paid once
It does not need your API keys or a call. The review runs on the files you send by email

From payment to your report

Each step and when it happens. No call, and nothing in your provider accounts changes.

Pay at checkoutPay once by card at the Stripe checkout. Stripe sends the receipt.2 minutes

Send your usage and samplesWe email you the list straight after payment. Reply with your usage exports, 20 to 50 sample requests, the features that call the API, how fast each must answer and your data rules.About 1 hour

Breakdown and quality checksWe match each feature to its calls and its cost, work out each change at the provider's list prices, and run your sample requests on the cheaper models we consider.On our side

The written reportYou get the report by email: each change with its estimated saving, its sources, its quality results and its place in the order. Your team applies the changes.Within 7 working daysAfter your answers

One review of your model API spend, one price

Paid once at checkout, which asks for your email and card. Right after payment we email you what to send. The report arrives within 7 working days of your complete answers.

What we need from you

Reply to our email with a usage export from each provider dashboard (by model and by day, with input tokens, output tokens and cost), 20 to 50 representative requests with secrets removed, the features that call the API, how fast each must answer, and what data may not leave a region. We never ask for your API keys.

What you receive

Your spend broken down by feature and by model
For each feature, the changes that apply: a cheaper model, prompt caching, batch processing, shorter prompts and outputs, fewer retries and duplicate calls, or routing between models
An estimated monthly saving for each change, with the arithmetic shown
The provider's own documentation link for every price and rule the report uses
The quality check results on your own requests for each cheaper model we suggest
The order to apply the changes, starting with the ones that save most for the least work

LLM API cost review

$290

Paid once at checkout. No subscription, nothing renews. Charged in US dollars at the price shown.

If we do not deliver what this page lists, or you change your mind before work starts, you get a full refund.

Why buy it from AIGROW

What you can check before you pay, and after the work.

A fixed price: $290, paid once. No subscription, nothing renews. Everything included is listed on this page before you pay.
Proof you can check: Every price in the report links to the provider's own pricing page, and every saving shows its arithmetic. Where we suggest a cheaper model, you get the quality check on your own requests, so you see what it loses before you switch.
A public method: The free LLM API cost calculator prices a workload on every current model at list price, the same arithmetic the report uses for each change. Try it on one feature before you buy. Open the LLM API cost calculator

Before you buy

Who it fits, how we test cheaper models, and what happens to your data.

Companies spending about $2,000 a month or more on OpenAI, Anthropic, Google or similar model APIs. Below that, the possible saving is small next to the price, and the free LLM API cost calculator is a better first step.

We run your sample requests on it and on the model you use today, and compare the answers against what each feature needs: the facts, the format and the instructions. The report shows the result for each request, so you see what the cheaper model gets wrong before you decide. With 20 to 50 samples this is a spot check, and the report says how far it goes.

From each provider's own pricing and documentation pages, read when we write your report, with the link beside every figure. Prices change, so the report dates them.

No. Each saving is an estimate from your past usage at list prices, with the arithmetic shown so your team can check it. What you save depends on the changes you make and on how your traffic grows. There is no share of savings: the price is paid once.

No, and please do not send them. We work from the usage exports and sample requests you send by email. If a key reaches us by mistake, we tell you to revoke it and delete the message.

Your files are used for your report only and deleted 30 days after delivery, or sooner if you ask, with a written confirmation. We run the sample tests on the providers' paid APIs, whose terms say API data is not used for training. If your rules say your requests may not leave your account or region, we send you a test script to run on your own key, and you send back the outputs.

Route some traffic through AIGROW API credit

If you want, part of your traffic can run on AIGROW API credit, prepaid and sold separately. The report does not depend on it: every change works on your own provider accounts.

See the AIGROW API

The service that fits next

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Chatbot security test

We run about 200 written attacks on the bot you authorise, mapped to the OWASP Top 10 for LLM Applications, and report each finding, its severity, the evidence and the fix.

See the chatbot security test